{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `waterfall` plot\n",
    "\n",
    "This notebook is designed to demonstrate (and so document) how to use the `shap.plots.waterfall` function. It uses an XGBoost model trained on the classic UCI adult income dataset (which is classification task to predict if people made over \\\\$50k in the 90s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 99%|===================| 32335/32561 [00:58<00:00]        "
     ]
    }
   ],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# train XGBoost model\n",
    "X, y = shap.datasets.adult()\n",
    "model = xgboost.XGBClassifier().fit(X, y)\n",
    "\n",
    "# compute SHAP values\n",
    "explainer = shap.Explainer(model, X)\n",
    "shap_values = explainer(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Waterfall plots are designed to display explanations for individual predictions, so they expect a single row of an Explanation object as input. The bottom of a waterfall plot starts as the expected value of the model output, and then each row shows how the positive (red) or negative (blue) contribution of each feature moves the value from the expected model output over the background dataset to the model output for this prediction.\n",
    "\n",
    "Below is an example that plots the first explanation. Note that by default SHAP explains XGBoost classifer models in terms of their margin output, before the logistic link function. That means the units on the x-axis are log-odds units, so negative values imply probabilies of less than 0.5 that the person makes over $50k annually. The gray text before the feature names shows the value of each feature for this sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 603
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that in the above explanation the three least impactful features have been collapsed into a single term so that we don't show more than 10 rows in the plot. The default limit of 10 rows can be changed using the `max_display` argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x540 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 476,
       "width": 605
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values[0], max_display=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is interesting that having a capital gain of \\\\$2,174 dramatically reduces this person's predicted probability of making over \\\\$50k annually. Since `waterfall` plots only show a single sample worth of data, we can't see the impact of changing capital gain. To see this we can use a `scatter` plot, which shows how low values for captial gain are a more negative predictor of income that no captial gain at all. Why this happens would require a deeper dive into the data, and should also involve training a model more carefully and with bootstrap resamples to quantify any uncertainty in the model building process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 410
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values[:, \"Capital Gain\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
